You knew this was true all along, but here's some video evidence:
The kicker comes at about the 0:30 mark, after he's got the vapo-rub on his eyes, he says, "my eyes are getting used to it," for a laugh from the crew.
Hat tip to Dave Neiwert for the video, and some other links on Beck-ian things.